Build a neural network that predicts the price of a house according to a simple formula (y = 2x + 1)
Imagine that house pricing is as easy as:
A house has a base cost of 50k, and every additional bedroom adds a cost of 50k. This will make a 1 bedroom house cost 100k, a 2 bedroom house cost 150k etc.
How would you create a neural network that learns this relationship so that it would predict a 7 bedroom house?
import tensorflow as tf
import numpy as np
from tensorflow import keras
Hint: Your network might work better if you scale the house price down.
#xs represents number of bedrooms
xs = np.array([0.0, 1.0, 2.0, 3.0, 4.0], dtype=float)
#ys represents cost price (scaled down)
ys = np.array([0.5, 1.00, 1.50, 2.00, 2.50], dtype=float)
1 layer model with 1 input "number of bedrooms"
model = tf.keras.Sequential([keras.layers.Dense(units=1, input_shape=[1])])
# Compile your model
model.compile(optimizer='sgd', loss='mean_squared_error')
Now, let's train the model for 1000 epochs
model.fit(xs, ys, epochs=1000)
Epoch 1/1000 1/1 [==============================] - 0s 441ms/step - loss: 12.2032 Epoch 2/1000 1/1 [==============================] - 0s 6ms/step - loss: 9.1514 Epoch 3/1000 1/1 [==============================] - 0s 9ms/step - loss: 6.8629 Epoch 4/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.1467 Epoch 5/1000 1/1 [==============================] - 0s 10ms/step - loss: 3.8597 Epoch 6/1000 1/1 [==============================] - 0s 10ms/step - loss: 2.8946 Epoch 7/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.1709 Epoch 8/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.6282 Epoch 9/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.2212 Epoch 10/1000 1/1 [==============================] - 0s 9ms/step - loss: 0.9160 Epoch 11/1000 1/1 [==============================] - 0s 6ms/step - loss: 0.6871 Epoch 12/1000 1/1 [==============================] - 0s 14ms/step - loss: 0.5155 Epoch 13/1000 1/1 [==============================] - 0s 10ms/step - loss: 0.3867 Epoch 14/1000 1/1 [==============================] - 0s 6ms/step - loss: 0.2902 Epoch 15/1000 1/1 [==============================] - 0s 12ms/step - loss: 0.2178 Epoch 16/1000 1/1 [==============================] - 0s 9ms/step - loss: 0.1635 Epoch 17/1000 1/1 [==============================] - 0s 8ms/step - loss: 0.1228 Epoch 18/1000 1/1 [==============================] - 0s 6ms/step - loss: 0.0923 Epoch 19/1000 1/1 [==============================] - 0s 9ms/step - loss: 0.0694 Epoch 20/1000 1/1 [==============================] - 0s 6ms/step - loss: 0.0522 Epoch 21/1000 1/1 [==============================] - 0s 7ms/step - loss: 0.0393 Epoch 22/1000 1/1 [==============================] - 0s 8ms/step - loss: 0.0297 Epoch 23/1000 1/1 [==============================] - 0s 6ms/step - loss: 0.0224 Epoch 24/1000 1/1 [==============================] - 0s 6ms/step - loss: 0.0170 Epoch 25/1000 1/1 [==============================] - 0s 11ms/step - loss: 0.0129 Epoch 26/1000 1/1 [==============================] - 0s 6ms/step - loss: 0.0099 Epoch 27/1000 1/1 [==============================] - 0s 6ms/step - loss: 0.0076 Epoch 28/1000 1/1 [==============================] - 0s 7ms/step - loss: 0.0058 Epoch 29/1000 1/1 [==============================] - 0s 8ms/step - loss: 0.0045 Epoch 30/1000 1/1 [==============================] - 0s 8ms/step - loss: 0.0036 Epoch 31/1000 1/1 [==============================] - 0s 5ms/step - loss: 0.0028 Epoch 32/1000 1/1 [==============================] - 0s 7ms/step - loss: 0.0023 Epoch 33/1000 1/1 [==============================] - 0s 9ms/step - loss: 0.0019 Epoch 34/1000 1/1 [==============================] - 0s 7ms/step - loss: 0.0016 Epoch 35/1000 1/1 [==============================] - 0s 6ms/step - loss: 0.0013 Epoch 36/1000 1/1 [==============================] - 0s 6ms/step - loss: 0.0011 Epoch 37/1000 1/1 [==============================] - 0s 5ms/step - loss: 0.0010 Epoch 38/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.0197e-04 Epoch 39/1000 1/1 [==============================] - 0s 7ms/step - loss: 8.2228e-04 Epoch 40/1000 1/1 [==============================] - 0s 5ms/step - loss: 7.6079e-04 Epoch 41/1000 1/1 [==============================] - 0s 8ms/step - loss: 7.1296e-04 Epoch 42/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.7540e-04 Epoch 43/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.4555e-04 Epoch 44/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.2152e-04 Epoch 45/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.0186e-04 Epoch 46/1000 1/1 [==============================] - 0s 10ms/step - loss: 5.8550e-04 Epoch 47/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.7164e-04 Epoch 48/1000 1/1 [==============================] - 0s 5ms/step - loss: 5.5966e-04 Epoch 49/1000 1/1 [==============================] - 0s 11ms/step - loss: 5.4912e-04 Epoch 50/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.3968e-04 Epoch 51/1000 1/1 [==============================] - 0s 13ms/step - loss: 5.3107e-04 Epoch 52/1000 1/1 [==============================] - 0s 8ms/step - loss: 5.2312e-04 Epoch 53/1000 1/1 [==============================] - 0s 12ms/step - loss: 5.1567e-04 Epoch 54/1000 1/1 [==============================] - 0s 16ms/step - loss: 5.0861e-04 Epoch 55/1000 1/1 [==============================] - 0s 9ms/step - loss: 5.0187e-04 Epoch 56/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.9538e-04 Epoch 57/1000 1/1 [==============================] - 0s 15ms/step - loss: 4.8909e-04 Epoch 58/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.8298e-04 Epoch 59/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.7701e-04 Epoch 60/1000 1/1 [==============================] - 0s 11ms/step - loss: 4.7117e-04 Epoch 61/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.6544e-04 Epoch 62/1000 1/1 [==============================] - 0s 11ms/step - loss: 4.5981e-04 Epoch 63/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.5427e-04 Epoch 64/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.4881e-04 Epoch 65/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.4343e-04 Epoch 66/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.3812e-04 Epoch 67/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.3289e-04 Epoch 68/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.2772e-04 Epoch 69/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.2261e-04 Epoch 70/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.1757e-04 Epoch 71/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.1260e-04 Epoch 72/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.0768e-04 Epoch 73/1000 1/1 [==============================] - 0s 10ms/step - loss: 4.0283e-04 Epoch 74/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.9803e-04 Epoch 75/1000 1/1 [==============================] - 0s 11ms/step - loss: 3.9329e-04 Epoch 76/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.8861e-04 Epoch 77/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.8398e-04 Epoch 78/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.7941e-04 Epoch 79/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.7489e-04 Epoch 80/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.7043e-04 Epoch 81/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.6602e-04 Epoch 82/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.6166e-04 Epoch 83/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.5736e-04 Epoch 84/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.5311e-04 Epoch 85/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.4890e-04 Epoch 86/1000 1/1 [==============================] - 0s 9ms/step - loss: 3.4475e-04 Epoch 87/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.4065e-04 Epoch 88/1000 1/1 [==============================] - 0s 9ms/step - loss: 3.3659e-04 Epoch 89/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.3259e-04 Epoch 90/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.2863e-04 Epoch 91/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.2472e-04 Epoch 92/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.2085e-04 Epoch 93/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.1703e-04 Epoch 94/1000 1/1 [==============================] - 0s 10ms/step - loss: 3.1326e-04 Epoch 95/1000 1/1 [==============================] - 0s 4ms/step - loss: 3.0953e-04 Epoch 96/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.0585e-04 Epoch 97/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.0221e-04 Epoch 98/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.9861e-04 Epoch 99/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.9506e-04 Epoch 100/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.9155e-04 Epoch 101/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.8808e-04 Epoch 102/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.8465e-04 Epoch 103/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.8126e-04 Epoch 104/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.7791e-04 Epoch 105/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.7460e-04 Epoch 106/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.7133e-04 Epoch 107/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.6811e-04 Epoch 108/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.6491e-04 Epoch 109/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.6176e-04 Epoch 110/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.5865e-04 Epoch 111/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.5557e-04 Epoch 112/1000 1/1 [==============================] - 0s 11ms/step - loss: 2.5253e-04 Epoch 113/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.4952e-04 Epoch 114/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.4655e-04 Epoch 115/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.4362e-04 Epoch 116/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.4072e-04 Epoch 117/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.3785e-04 Epoch 118/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.3502e-04 Epoch 119/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.3222e-04 Epoch 120/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.2946e-04 Epoch 121/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.2673e-04 Epoch 122/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.2403e-04 Epoch 123/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.2136e-04 Epoch 124/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.1873e-04 Epoch 125/1000 1/1 [==============================] - 0s 10ms/step - loss: 2.1613e-04 Epoch 126/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.1355e-04 Epoch 127/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.1101e-04 Epoch 128/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.0850e-04 Epoch 129/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.0602e-04 Epoch 130/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.0357e-04 Epoch 131/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.0114e-04 Epoch 132/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.9875e-04 Epoch 133/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.9639e-04 Epoch 134/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.9405e-04 Epoch 135/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.9174e-04 Epoch 136/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.8946e-04 Epoch 137/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.8720e-04 Epoch 138/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.8497e-04 Epoch 139/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.8277e-04 Epoch 140/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.8060e-04 Epoch 141/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.7845e-04 Epoch 142/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.7632e-04 Epoch 143/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.7423e-04 Epoch 144/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.7215e-04 Epoch 145/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.7010e-04 Epoch 146/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.6808e-04 Epoch 147/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.6608e-04 Epoch 148/1000 1/1 [==============================] - 0s 4ms/step - loss: 1.6410e-04 Epoch 149/1000 1/1 [==============================] - 0s 25ms/step - loss: 1.6215e-04 Epoch 150/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.6022e-04 Epoch 151/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.5831e-04 Epoch 152/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.5643e-04 Epoch 153/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.5457e-04 Epoch 154/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.5273e-04 Epoch 155/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.5091e-04 Epoch 156/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.4911e-04 Epoch 157/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.4734e-04 Epoch 158/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.4558e-04 Epoch 159/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.4385e-04 Epoch 160/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.4214e-04 Epoch 161/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.4045e-04 Epoch 162/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.3878e-04 Epoch 163/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.3712e-04 Epoch 164/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.3549e-04 Epoch 165/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.3388e-04 Epoch 166/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.3229e-04 Epoch 167/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.3071e-04 Epoch 168/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.2916e-04 Epoch 169/1000 1/1 [==============================] - 0s 17ms/step - loss: 1.2762e-04 Epoch 170/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.2610e-04 Epoch 171/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.2460e-04 Epoch 172/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.2312e-04 Epoch 173/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.2165e-04 Epoch 174/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.2020e-04 Epoch 175/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.1877e-04 Epoch 176/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.1736e-04 Epoch 177/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.1596e-04 Epoch 178/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.1458e-04 Epoch 179/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.1322e-04 Epoch 180/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.1187e-04 Epoch 181/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.1054e-04 Epoch 182/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.0922e-04 Epoch 183/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.0792e-04 Epoch 184/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.0664e-04 Epoch 185/1000 1/1 [==============================] - 0s 11ms/step - loss: 1.0537e-04 Epoch 186/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.0412e-04 Epoch 187/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.0288e-04 Epoch 188/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.0165e-04 Epoch 189/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.0044e-04 Epoch 190/1000 1/1 [==============================] - 0s 15ms/step - loss: 9.9247e-05 Epoch 191/1000 1/1 [==============================] - 0s 11ms/step - loss: 9.8066e-05 Epoch 192/1000 1/1 [==============================] - 0s 8ms/step - loss: 9.6898e-05 Epoch 193/1000 1/1 [==============================] - 0s 6ms/step - loss: 9.5745e-05 Epoch 194/1000 1/1 [==============================] - 0s 9ms/step - loss: 9.4606e-05 Epoch 195/1000 1/1 [==============================] - 0s 11ms/step - loss: 9.3480e-05 Epoch 196/1000 1/1 [==============================] - 0s 10ms/step - loss: 9.2367e-05 Epoch 197/1000 1/1 [==============================] - 0s 6ms/step - loss: 9.1268e-05 Epoch 198/1000 1/1 [==============================] - 0s 5ms/step - loss: 9.0181e-05 Epoch 199/1000 1/1 [==============================] - 0s 8ms/step - loss: 8.9108e-05 Epoch 200/1000 1/1 [==============================] - 0s 10ms/step - loss: 8.8047e-05 Epoch 201/1000 1/1 [==============================] - 0s 8ms/step - loss: 8.7000e-05 Epoch 202/1000 1/1 [==============================] - 0s 8ms/step - loss: 8.5964e-05 Epoch 203/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.4941e-05 Epoch 204/1000 1/1 [==============================] - 0s 7ms/step - loss: 8.3930e-05 Epoch 205/1000 1/1 [==============================] - 0s 12ms/step - loss: 8.2931e-05 Epoch 206/1000 1/1 [==============================] - 0s 11ms/step - loss: 8.1945e-05 Epoch 207/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.0969e-05 Epoch 208/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.0005e-05 Epoch 209/1000 1/1 [==============================] - 0s 7ms/step - loss: 7.9053e-05 Epoch 210/1000 1/1 [==============================] - 0s 8ms/step - loss: 7.8112e-05 Epoch 211/1000 1/1 [==============================] - 0s 9ms/step - loss: 7.7183e-05 Epoch 212/1000 1/1 [==============================] - 0s 7ms/step - loss: 7.6264e-05 Epoch 213/1000 1/1 [==============================] - 0s 7ms/step - loss: 7.5356e-05 Epoch 214/1000 1/1 [==============================] - 0s 9ms/step - loss: 7.4460e-05 Epoch 215/1000 1/1 [==============================] - 0s 8ms/step - loss: 7.3573e-05 Epoch 216/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.2698e-05 Epoch 217/1000 1/1 [==============================] - 0s 11ms/step - loss: 7.1832e-05 Epoch 218/1000 1/1 [==============================] - 0s 9ms/step - loss: 7.0978e-05 Epoch 219/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.0133e-05 Epoch 220/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.9298e-05 Epoch 221/1000 1/1 [==============================] - 0s 9ms/step - loss: 6.8473e-05 Epoch 222/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.7658e-05 Epoch 223/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.6853e-05 Epoch 224/1000 1/1 [==============================] - 0s 10ms/step - loss: 6.6057e-05 Epoch 225/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.5271e-05 Epoch 226/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.4494e-05 Epoch 227/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.3727e-05 Epoch 228/1000 1/1 [==============================] - 0s 11ms/step - loss: 6.2969e-05 Epoch 229/1000 1/1 [==============================] - 0s 11ms/step - loss: 6.2219e-05 Epoch 230/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.1478e-05 Epoch 231/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.0747e-05 Epoch 232/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.0024e-05 Epoch 233/1000 1/1 [==============================] - 0s 10ms/step - loss: 5.9309e-05 Epoch 234/1000 1/1 [==============================] - 0s 5ms/step - loss: 5.8603e-05 Epoch 235/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.7906e-05 Epoch 236/1000 1/1 [==============================] - 0s 8ms/step - loss: 5.7217e-05 Epoch 237/1000 1/1 [==============================] - 0s 11ms/step - loss: 5.6536e-05 Epoch 238/1000 1/1 [==============================] - 0s 9ms/step - loss: 5.5863e-05 Epoch 239/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.5199e-05 Epoch 240/1000 1/1 [==============================] - 0s 8ms/step - loss: 5.4542e-05 Epoch 241/1000 1/1 [==============================] - 0s 9ms/step - loss: 5.3892e-05 Epoch 242/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.3251e-05 Epoch 243/1000 1/1 [==============================] - 0s 10ms/step - loss: 5.2617e-05 Epoch 244/1000 1/1 [==============================] - 0s 12ms/step - loss: 5.1991e-05 Epoch 245/1000 1/1 [==============================] - 0s 8ms/step - loss: 5.1372e-05 Epoch 246/1000 1/1 [==============================] - 0s 5ms/step - loss: 5.0760e-05 Epoch 247/1000 1/1 [==============================] - 0s 11ms/step - loss: 5.0157e-05 Epoch 248/1000 1/1 [==============================] - 0s 10ms/step - loss: 4.9559e-05 Epoch 249/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.8969e-05 Epoch 250/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.8387e-05 Epoch 251/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.7811e-05 Epoch 252/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.7242e-05 Epoch 253/1000 1/1 [==============================] - 0s 9ms/step - loss: 4.6680e-05 Epoch 254/1000 1/1 [==============================] - 0s 10ms/step - loss: 4.6124e-05 Epoch 255/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.5575e-05 Epoch 256/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.5032e-05 Epoch 257/1000 1/1 [==============================] - 0s 9ms/step - loss: 4.4496e-05 Epoch 258/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.3967e-05 Epoch 259/1000 1/1 [==============================] - 0s 4ms/step - loss: 4.3444e-05 Epoch 260/1000 1/1 [==============================] - 0s 10ms/step - loss: 4.2926e-05 Epoch 261/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.2416e-05 Epoch 262/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.1911e-05 Epoch 263/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.1411e-05 Epoch 264/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.0919e-05 Epoch 265/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.0432e-05 Epoch 266/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.9951e-05 Epoch 267/1000 1/1 [==============================] - 0s 3ms/step - loss: 3.9475e-05 Epoch 268/1000 1/1 [==============================] - 0s 9ms/step - loss: 3.9005e-05 Epoch 269/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.8541e-05 Epoch 270/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.8082e-05 Epoch 271/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.7629e-05 Epoch 272/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.7181e-05 Epoch 273/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.6738e-05 Epoch 274/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.6301e-05 Epoch 275/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.5869e-05 Epoch 276/1000 1/1 [==============================] - 0s 4ms/step - loss: 3.5442e-05 Epoch 277/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.5020e-05 Epoch 278/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.4604e-05 Epoch 279/1000 1/1 [==============================] - 0s 8ms/step - loss: 3.4192e-05 Epoch 280/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.3785e-05 Epoch 281/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.3383e-05 Epoch 282/1000 1/1 [==============================] - 0s 8ms/step - loss: 3.2985e-05 Epoch 283/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.2593e-05 Epoch 284/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.2205e-05 Epoch 285/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.1822e-05 Epoch 286/1000 1/1 [==============================] - 0s 9ms/step - loss: 3.1443e-05 Epoch 287/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.1069e-05 Epoch 288/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.0699e-05 Epoch 289/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.0334e-05 Epoch 290/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.9973e-05 Epoch 291/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.9616e-05 Epoch 292/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.9264e-05 Epoch 293/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.8915e-05 Epoch 294/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.8571e-05 Epoch 295/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.8231e-05 Epoch 296/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.7895e-05 Epoch 297/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.7563e-05 Epoch 298/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.7235e-05 Epoch 299/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.6911e-05 Epoch 300/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.6591e-05 Epoch 301/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.6274e-05 Epoch 302/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.5961e-05 Epoch 303/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.5652e-05 Epoch 304/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.5347e-05 Epoch 305/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.5045e-05 Epoch 306/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.4747e-05 Epoch 307/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.4453e-05 Epoch 308/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.4162e-05 Epoch 309/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.3874e-05 Epoch 310/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.3590e-05 Epoch 311/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.3310e-05 Epoch 312/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.3032e-05 Epoch 313/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.2758e-05 Epoch 314/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.2487e-05 Epoch 315/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.2220e-05 Epoch 316/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.1955e-05 Epoch 317/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.1694e-05 Epoch 318/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.1436e-05 Epoch 319/1000 1/1 [==============================] - 0s 10ms/step - loss: 2.1180e-05 Epoch 320/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.0928e-05 Epoch 321/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.0679e-05 Epoch 322/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.0433e-05 Epoch 323/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.0190e-05 Epoch 324/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.9950e-05 Epoch 325/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.9712e-05 Epoch 326/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.9478e-05 Epoch 327/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.9246e-05 Epoch 328/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.9017e-05 Epoch 329/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.8790e-05 Epoch 330/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.8566e-05 Epoch 331/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.8346e-05 Epoch 332/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.8127e-05 Epoch 333/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.7911e-05 Epoch 334/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.7698e-05 Epoch 335/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.7488e-05 Epoch 336/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.7280e-05 Epoch 337/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.7074e-05 Epoch 338/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.6871e-05 Epoch 339/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.6670e-05 Epoch 340/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.6471e-05 Epoch 341/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.6276e-05 Epoch 342/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.6082e-05 Epoch 343/1000 1/1 [==============================] - 0s 3ms/step - loss: 1.5891e-05 Epoch 344/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.5701e-05 Epoch 345/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.5514e-05 Epoch 346/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.5330e-05 Epoch 347/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.5147e-05 Epoch 348/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.4967e-05 Epoch 349/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.4789e-05 Epoch 350/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.4613e-05 Epoch 351/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.4439e-05 Epoch 352/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.4267e-05 Epoch 353/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.4097e-05 Epoch 354/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.3930e-05 Epoch 355/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.3764e-05 Epoch 356/1000 1/1 [==============================] - 0s 16ms/step - loss: 1.3600e-05 Epoch 357/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.3438e-05 Epoch 358/1000 1/1 [==============================] - 0s 11ms/step - loss: 1.3278e-05 Epoch 359/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.3120e-05 Epoch 360/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.2964e-05 Epoch 361/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.2810e-05 Epoch 362/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.2657e-05 Epoch 363/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.2507e-05 Epoch 364/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.2358e-05 Epoch 365/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.2211e-05 Epoch 366/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.2065e-05 Epoch 367/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.1922e-05 Epoch 368/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.1780e-05 Epoch 369/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.1640e-05 Epoch 370/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.1501e-05 Epoch 371/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.1364e-05 Epoch 372/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.1229e-05 Epoch 373/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.1095e-05 Epoch 374/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.0963e-05 Epoch 375/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.0833e-05 Epoch 376/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.0704e-05 Epoch 377/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.0576e-05 Epoch 378/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.0451e-05 Epoch 379/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.0326e-05 Epoch 380/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.0203e-05 Epoch 381/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.0082e-05 Epoch 382/1000 1/1 [==============================] - 0s 6ms/step - loss: 9.9619e-06 Epoch 383/1000 1/1 [==============================] - 0s 9ms/step - loss: 9.8436e-06 Epoch 384/1000 1/1 [==============================] - 0s 4ms/step - loss: 9.7263e-06 Epoch 385/1000 1/1 [==============================] - 0s 8ms/step - loss: 9.6105e-06 Epoch 386/1000 1/1 [==============================] - 0s 6ms/step - loss: 9.4962e-06 Epoch 387/1000 1/1 [==============================] - 0s 6ms/step - loss: 9.3831e-06 Epoch 388/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.2715e-06 Epoch 389/1000 1/1 [==============================] - 0s 5ms/step - loss: 9.1611e-06 Epoch 390/1000 1/1 [==============================] - 0s 6ms/step - loss: 9.0521e-06 Epoch 391/1000 1/1 [==============================] - 0s 8ms/step - loss: 8.9443e-06 Epoch 392/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.8380e-06 Epoch 393/1000 1/1 [==============================] - 0s 5ms/step - loss: 8.7327e-06 Epoch 394/1000 1/1 [==============================] - 0s 4ms/step - loss: 8.6289e-06 Epoch 395/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.5263e-06 Epoch 396/1000 1/1 [==============================] - 0s 5ms/step - loss: 8.4247e-06 Epoch 397/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.3246e-06 Epoch 398/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.2256e-06 Epoch 399/1000 1/1 [==============================] - 0s 7ms/step - loss: 8.1277e-06 Epoch 400/1000 1/1 [==============================] - 0s 5ms/step - loss: 8.0309e-06 Epoch 401/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.9353e-06 Epoch 402/1000 1/1 [==============================] - 0s 8ms/step - loss: 7.8409e-06 Epoch 403/1000 1/1 [==============================] - 0s 5ms/step - loss: 7.7475e-06 Epoch 404/1000 1/1 [==============================] - 0s 7ms/step - loss: 7.6554e-06 Epoch 405/1000 1/1 [==============================] - 0s 5ms/step - loss: 7.5641e-06 Epoch 406/1000 1/1 [==============================] - 0s 8ms/step - loss: 7.4742e-06 Epoch 407/1000 1/1 [==============================] - 0s 5ms/step - loss: 7.3851e-06 Epoch 408/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.2974e-06 Epoch 409/1000 1/1 [==============================] - 0s 7ms/step - loss: 7.2106e-06 Epoch 410/1000 1/1 [==============================] - 0s 5ms/step - loss: 7.1247e-06 Epoch 411/1000 1/1 [==============================] - 0s 8ms/step - loss: 7.0400e-06 Epoch 412/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.9562e-06 Epoch 413/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.8734e-06 Epoch 414/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.7916e-06 Epoch 415/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.7107e-06 Epoch 416/1000 1/1 [==============================] - 0s 10ms/step - loss: 6.6309e-06 Epoch 417/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.5519e-06 Epoch 418/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.4740e-06 Epoch 419/1000 1/1 [==============================] - 0s 9ms/step - loss: 6.3970e-06 Epoch 420/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.3207e-06 Epoch 421/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.2455e-06 Epoch 422/1000 1/1 [==============================] - 0s 9ms/step - loss: 6.1711e-06 Epoch 423/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.0979e-06 Epoch 424/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.0251e-06 Epoch 425/1000 1/1 [==============================] - 0s 8ms/step - loss: 5.9535e-06 Epoch 426/1000 1/1 [==============================] - 0s 8ms/step - loss: 5.8826e-06 Epoch 427/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.8126e-06 Epoch 428/1000 1/1 [==============================] - 0s 8ms/step - loss: 5.7435e-06 Epoch 429/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.6752e-06 Epoch 430/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.6076e-06 Epoch 431/1000 1/1 [==============================] - 0s 8ms/step - loss: 5.5409e-06 Epoch 432/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.4750e-06 Epoch 433/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.4097e-06 Epoch 434/1000 1/1 [==============================] - 0s 5ms/step - loss: 5.3453e-06 Epoch 435/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.2817e-06 Epoch 436/1000 1/1 [==============================] - 0s 5ms/step - loss: 5.2188e-06 Epoch 437/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.1567e-06 Epoch 438/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.0954e-06 Epoch 439/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.0347e-06 Epoch 440/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.9748e-06 Epoch 441/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.9155e-06 Epoch 442/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.8570e-06 Epoch 443/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.7992e-06 Epoch 444/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.7421e-06 Epoch 445/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.6857e-06 Epoch 446/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.6300e-06 Epoch 447/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.5748e-06 Epoch 448/1000 1/1 [==============================] - 0s 10ms/step - loss: 4.5203e-06 Epoch 449/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.4665e-06 Epoch 450/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.4134e-06 Epoch 451/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.3610e-06 Epoch 452/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.3090e-06 Epoch 453/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.2577e-06 Epoch 454/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.2070e-06 Epoch 455/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.1570e-06 Epoch 456/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.1075e-06 Epoch 457/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.0585e-06 Epoch 458/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.0102e-06 Epoch 459/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.9626e-06 Epoch 460/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.9153e-06 Epoch 461/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.8688e-06 Epoch 462/1000 1/1 [==============================] - 0s 9ms/step - loss: 3.8227e-06 Epoch 463/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.7772e-06 Epoch 464/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.7323e-06 Epoch 465/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.6879e-06 Epoch 466/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.6441e-06 Epoch 467/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.6006e-06 Epoch 468/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.5577e-06 Epoch 469/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.5155e-06 Epoch 470/1000 1/1 [==============================] - 0s 4ms/step - loss: 3.4736e-06 Epoch 471/1000 1/1 [==============================] - 0s 9ms/step - loss: 3.4323e-06 Epoch 472/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.3914e-06 Epoch 473/1000 1/1 [==============================] - 0s 8ms/step - loss: 3.3511e-06 Epoch 474/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.3112e-06 Epoch 475/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.2717e-06 Epoch 476/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.2329e-06 Epoch 477/1000 1/1 [==============================] - 0s 8ms/step - loss: 3.1943e-06 Epoch 478/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.1564e-06 Epoch 479/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.1187e-06 Epoch 480/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.0816e-06 Epoch 481/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.0450e-06 Epoch 482/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.0087e-06 Epoch 483/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.9729e-06 Epoch 484/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.9376e-06 Epoch 485/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.9026e-06 Epoch 486/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.8680e-06 Epoch 487/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.8340e-06 Epoch 488/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.8002e-06 Epoch 489/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.7669e-06 Epoch 490/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.7340e-06 Epoch 491/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.7014e-06 Epoch 492/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.6692e-06 Epoch 493/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.6375e-06 Epoch 494/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.6061e-06 Epoch 495/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.5750e-06 Epoch 496/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.5443e-06 Epoch 497/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.5140e-06 Epoch 498/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.4842e-06 Epoch 499/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.4546e-06 Epoch 500/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.4254e-06 Epoch 501/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.3965e-06 Epoch 502/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.3679e-06 Epoch 503/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.3398e-06 Epoch 504/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.3120e-06 Epoch 505/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.2845e-06 Epoch 506/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.2572e-06 Epoch 507/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.2304e-06 Epoch 508/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.2038e-06 Epoch 509/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.1776e-06 Epoch 510/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.1517e-06 Epoch 511/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.1261e-06 Epoch 512/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.1008e-06 Epoch 513/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.0758e-06 Epoch 514/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.0511e-06 Epoch 515/1000 1/1 [==============================] - 0s 10ms/step - loss: 2.0267e-06 Epoch 516/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.0026e-06 Epoch 517/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.9789e-06 Epoch 518/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.9552e-06 Epoch 519/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.9320e-06 Epoch 520/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.9090e-06 Epoch 521/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.8862e-06 Epoch 522/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.8637e-06 Epoch 523/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.8416e-06 Epoch 524/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.8197e-06 Epoch 525/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.7980e-06 Epoch 526/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.7766e-06 Epoch 527/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.7555e-06 Epoch 528/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.7346e-06 Epoch 529/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.7139e-06 Epoch 530/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.6936e-06 Epoch 531/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.6734e-06 Epoch 532/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.6535e-06 Epoch 533/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.6339e-06 Epoch 534/1000 1/1 [==============================] - 0s 24ms/step - loss: 1.6144e-06 Epoch 535/1000 1/1 [==============================] - 0s 12ms/step - loss: 1.5952e-06 Epoch 536/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.5761e-06 Epoch 537/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.5575e-06 Epoch 538/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.5389e-06 Epoch 539/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.5205e-06 Epoch 540/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.5025e-06 Epoch 541/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.4846e-06 Epoch 542/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.4668e-06 Epoch 543/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.4495e-06 Epoch 544/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.4322e-06 Epoch 545/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.4151e-06 Epoch 546/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.3983e-06 Epoch 547/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.3816e-06 Epoch 548/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.3652e-06 Epoch 549/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.3489e-06 Epoch 550/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.3329e-06 Epoch 551/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.3171e-06 Epoch 552/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.3013e-06 Epoch 553/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.2859e-06 Epoch 554/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.2706e-06 Epoch 555/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.2554e-06 Epoch 556/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.2405e-06 Epoch 557/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.2257e-06 Epoch 558/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.2111e-06 Epoch 559/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.1968e-06 Epoch 560/1000 1/1 [==============================] - 0s 14ms/step - loss: 1.1825e-06 Epoch 561/1000 1/1 [==============================] - 0s 4ms/step - loss: 1.1684e-06 Epoch 562/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.1545e-06 Epoch 563/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.1407e-06 Epoch 564/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.1271e-06 Epoch 565/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.1138e-06 Epoch 566/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.1005e-06 Epoch 567/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.0874e-06 Epoch 568/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.0744e-06 Epoch 569/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.0617e-06 Epoch 570/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.0490e-06 Epoch 571/1000 1/1 [==============================] - 0s 4ms/step - loss: 1.0366e-06 Epoch 572/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.0242e-06 Epoch 573/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.0121e-06 Epoch 574/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.9996e-07 Epoch 575/1000 1/1 [==============================] - 0s 4ms/step - loss: 9.8802e-07 Epoch 576/1000 1/1 [==============================] - 0s 8ms/step - loss: 9.7626e-07 Epoch 577/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.6469e-07 Epoch 578/1000 1/1 [==============================] - 0s 5ms/step - loss: 9.5323e-07 Epoch 579/1000 1/1 [==============================] - 0s 8ms/step - loss: 9.4186e-07 Epoch 580/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.3060e-07 Epoch 581/1000 1/1 [==============================] - 0s 4ms/step - loss: 9.1959e-07 Epoch 582/1000 1/1 [==============================] - 0s 8ms/step - loss: 9.0861e-07 Epoch 583/1000 1/1 [==============================] - 0s 5ms/step - loss: 8.9773e-07 Epoch 584/1000 1/1 [==============================] - 0s 8ms/step - loss: 8.8707e-07 Epoch 585/1000 1/1 [==============================] - 0s 4ms/step - loss: 8.7655e-07 Epoch 586/1000 1/1 [==============================] - 0s 5ms/step - loss: 8.6611e-07 Epoch 587/1000 1/1 [==============================] - 0s 7ms/step - loss: 8.5576e-07 Epoch 588/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.4558e-07 Epoch 589/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.3557e-07 Epoch 590/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.2558e-07 Epoch 591/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.1574e-07 Epoch 592/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.0606e-07 Epoch 593/1000 1/1 [==============================] - 0s 7ms/step - loss: 7.9646e-07 Epoch 594/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.8701e-07 Epoch 595/1000 1/1 [==============================] - 0s 5ms/step - loss: 7.7760e-07 Epoch 596/1000 1/1 [==============================] - 0s 5ms/step - loss: 7.6835e-07 Epoch 597/1000 1/1 [==============================] - 0s 2ms/step - loss: 7.5923e-07 Epoch 598/1000 1/1 [==============================] - 0s 8ms/step - loss: 7.5022e-07 Epoch 599/1000 1/1 [==============================] - 0s 7ms/step - loss: 7.4122e-07 Epoch 600/1000 1/1 [==============================] - 0s 8ms/step - loss: 7.3248e-07 Epoch 601/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.2376e-07 Epoch 602/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.1507e-07 Epoch 603/1000 1/1 [==============================] - 0s 8ms/step - loss: 7.0659e-07 Epoch 604/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.9814e-07 Epoch 605/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.8988e-07 Epoch 606/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.8165e-07 Epoch 607/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.7353e-07 Epoch 608/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.6554e-07 Epoch 609/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.5761e-07 Epoch 610/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.4977e-07 Epoch 611/1000 1/1 [==============================] - 0s 4ms/step - loss: 6.4204e-07 Epoch 612/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.3441e-07 Epoch 613/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.2683e-07 Epoch 614/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.1936e-07 Epoch 615/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.1199e-07 Epoch 616/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.0470e-07 Epoch 617/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.9752e-07 Epoch 618/1000 1/1 [==============================] - 0s 9ms/step - loss: 5.9040e-07 Epoch 619/1000 1/1 [==============================] - 0s 9ms/step - loss: 5.8334e-07 Epoch 620/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.7641e-07 Epoch 621/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.6957e-07 Epoch 622/1000 1/1 [==============================] - 0s 8ms/step - loss: 5.6278e-07 Epoch 623/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.5608e-07 Epoch 624/1000 1/1 [==============================] - 0s 11ms/step - loss: 5.4951e-07 Epoch 625/1000 1/1 [==============================] - 0s 8ms/step - loss: 5.4296e-07 Epoch 626/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.3650e-07 Epoch 627/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.3008e-07 Epoch 628/1000 1/1 [==============================] - 0s 9ms/step - loss: 5.2380e-07 Epoch 629/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.1757e-07 Epoch 630/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.1139e-07 Epoch 631/1000 1/1 [==============================] - 0s 9ms/step - loss: 5.0531e-07 Epoch 632/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.9932e-07 Epoch 633/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.9338e-07 Epoch 634/1000 1/1 [==============================] - 0s 11ms/step - loss: 4.8747e-07 Epoch 635/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.8170e-07 Epoch 636/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.7598e-07 Epoch 637/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.7029e-07 Epoch 638/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.6466e-07 Epoch 639/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.5916e-07 Epoch 640/1000 1/1 [==============================] - 0s 4ms/step - loss: 4.5370e-07 Epoch 641/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.4831e-07 Epoch 642/1000 1/1 [==============================] - 0s 2ms/step - loss: 4.4294e-07 Epoch 643/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.3770e-07 Epoch 644/1000 1/1 [==============================] - 0s 9ms/step - loss: 4.3246e-07 Epoch 645/1000 1/1 [==============================] - 0s 4ms/step - loss: 4.2732e-07 Epoch 646/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.2221e-07 Epoch 647/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.1718e-07 Epoch 648/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.1223e-07 Epoch 649/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.0735e-07 Epoch 650/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.0251e-07 Epoch 651/1000 1/1 [==============================] - 0s 4ms/step - loss: 3.9770e-07 Epoch 652/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.9297e-07 Epoch 653/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.8827e-07 Epoch 654/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.8364e-07 Epoch 655/1000 1/1 [==============================] - 0s 20ms/step - loss: 3.7910e-07 Epoch 656/1000 1/1 [==============================] - 0s 8ms/step - loss: 3.7461e-07 Epoch 657/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.7013e-07 Epoch 658/1000 1/1 [==============================] - 0s 8ms/step - loss: 3.6573e-07 Epoch 659/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.6141e-07 Epoch 660/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.5711e-07 Epoch 661/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.5287e-07 Epoch 662/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.4865e-07 Epoch 663/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.4452e-07 Epoch 664/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.4040e-07 Epoch 665/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.3635e-07 Epoch 666/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.3234e-07 Epoch 667/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.2840e-07 Epoch 668/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.2449e-07 Epoch 669/1000 1/1 [==============================] - 0s 8ms/step - loss: 3.2065e-07 Epoch 670/1000 1/1 [==============================] - 0s 8ms/step - loss: 3.1682e-07 Epoch 671/1000 1/1 [==============================] - 0s 8ms/step - loss: 3.1302e-07 Epoch 672/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.0931e-07 Epoch 673/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.0563e-07 Epoch 674/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.0201e-07 Epoch 675/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.9839e-07 Epoch 676/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.9485e-07 Epoch 677/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.9132e-07 Epoch 678/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.8786e-07 Epoch 679/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.8442e-07 Epoch 680/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.8102e-07 Epoch 681/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.7769e-07 Epoch 682/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.7441e-07 Epoch 683/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.7112e-07 Epoch 684/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.6791e-07 Epoch 685/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.6470e-07 Epoch 686/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.6158e-07 Epoch 687/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.5846e-07 Epoch 688/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.5540e-07 Epoch 689/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.5236e-07 Epoch 690/1000 1/1 [==============================] - 0s 3ms/step - loss: 2.4931e-07 Epoch 691/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.4636e-07 Epoch 692/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.4345e-07 Epoch 693/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.4052e-07 Epoch 694/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.3766e-07 Epoch 695/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.3482e-07 Epoch 696/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.3201e-07 Epoch 697/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.2926e-07 Epoch 698/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.2653e-07 Epoch 699/1000 1/1 [==============================] - 0s 9ms/step - loss: 2.2381e-07 Epoch 700/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.2115e-07 Epoch 701/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.1849e-07 Epoch 702/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.1593e-07 Epoch 703/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.1334e-07 Epoch 704/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.1080e-07 Epoch 705/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.0830e-07 Epoch 706/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.0578e-07 Epoch 707/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.0334e-07 Epoch 708/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.0094e-07 Epoch 709/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.9853e-07 Epoch 710/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.9617e-07 Epoch 711/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.9384e-07 Epoch 712/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.9153e-07 Epoch 713/1000 1/1 [==============================] - 0s 3ms/step - loss: 1.8927e-07 Epoch 714/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.8701e-07 Epoch 715/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.8478e-07 Epoch 716/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.8255e-07 Epoch 717/1000 1/1 [==============================] - 0s 4ms/step - loss: 1.8039e-07 Epoch 718/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.7825e-07 Epoch 719/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.7614e-07 Epoch 720/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.7404e-07 Epoch 721/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.7199e-07 Epoch 722/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.6991e-07 Epoch 723/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.6788e-07 Epoch 724/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.6589e-07 Epoch 725/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.6392e-07 Epoch 726/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.6195e-07 Epoch 727/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.6005e-07 Epoch 728/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.5815e-07 Epoch 729/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.5626e-07 Epoch 730/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.5439e-07 Epoch 731/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.5255e-07 Epoch 732/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.5074e-07 Epoch 733/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.4895e-07 Epoch 734/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.4719e-07 Epoch 735/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.4541e-07 Epoch 736/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.4369e-07 Epoch 737/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.4198e-07 Epoch 738/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.4028e-07 Epoch 739/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.3863e-07 Epoch 740/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.3696e-07 Epoch 741/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.3534e-07 Epoch 742/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.3375e-07 Epoch 743/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.3213e-07 Epoch 744/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.3058e-07 Epoch 745/1000 1/1 [==============================] - 0s 4ms/step - loss: 1.2902e-07 Epoch 746/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.2748e-07 Epoch 747/1000 1/1 [==============================] - 0s 3ms/step - loss: 1.2599e-07 Epoch 748/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.2447e-07 Epoch 749/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.2298e-07 Epoch 750/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.2151e-07 Epoch 751/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.2007e-07 Epoch 752/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.1864e-07 Epoch 753/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.1723e-07 Epoch 754/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.1585e-07 Epoch 755/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.1447e-07 Epoch 756/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.1311e-07 Epoch 757/1000 1/1 [==============================] - 0s 15ms/step - loss: 1.1175e-07 Epoch 758/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.1041e-07 Epoch 759/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.0911e-07 Epoch 760/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.0782e-07 Epoch 761/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.0651e-07 Epoch 762/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.0527e-07 Epoch 763/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.0402e-07 Epoch 764/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.0277e-07 Epoch 765/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.0153e-07 Epoch 766/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.0034e-07 Epoch 767/1000 1/1 [==============================] - 0s 4ms/step - loss: 9.9144e-08 Epoch 768/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.7947e-08 Epoch 769/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.6794e-08 Epoch 770/1000 1/1 [==============================] - 0s 3ms/step - loss: 9.5650e-08 Epoch 771/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.4504e-08 Epoch 772/1000 1/1 [==============================] - 0s 5ms/step - loss: 9.3379e-08 Epoch 773/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.2250e-08 Epoch 774/1000 1/1 [==============================] - 0s 5ms/step - loss: 9.1172e-08 Epoch 775/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.0075e-08 Epoch 776/1000 1/1 [==============================] - 0s 10ms/step - loss: 8.9024e-08 Epoch 777/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.7948e-08 Epoch 778/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.6896e-08 Epoch 779/1000 1/1 [==============================] - 0s 3ms/step - loss: 8.5869e-08 Epoch 780/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.4856e-08 Epoch 781/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.3826e-08 Epoch 782/1000 1/1 [==============================] - 0s 5ms/step - loss: 8.2843e-08 Epoch 783/1000 1/1 [==============================] - 0s 5ms/step - loss: 8.1847e-08 Epoch 784/1000 1/1 [==============================] - 0s 10ms/step - loss: 8.0897e-08 Epoch 785/1000 1/1 [==============================] - 0s 7ms/step - loss: 7.9930e-08 Epoch 786/1000 1/1 [==============================] - 0s 8ms/step - loss: 7.8978e-08 Epoch 787/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.8028e-08 Epoch 788/1000 1/1 [==============================] - 0s 5ms/step - loss: 7.7090e-08 Epoch 789/1000 1/1 [==============================] - 0s 7ms/step - loss: 7.6179e-08 Epoch 790/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.5281e-08 Epoch 791/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.4379e-08 Epoch 792/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.3495e-08 Epoch 793/1000 1/1 [==============================] - 0s 4ms/step - loss: 7.2637e-08 Epoch 794/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.1762e-08 Epoch 795/1000 1/1 [==============================] - 0s 4ms/step - loss: 7.0905e-08 Epoch 796/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.0053e-08 Epoch 797/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.9239e-08 Epoch 798/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.8416e-08 Epoch 799/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.7589e-08 Epoch 800/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.6808e-08 Epoch 801/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.6004e-08 Epoch 802/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.5211e-08 Epoch 803/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.4434e-08 Epoch 804/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.3676e-08 Epoch 805/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.2918e-08 Epoch 806/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.2172e-08 Epoch 807/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.1419e-08 Epoch 808/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.0694e-08 Epoch 809/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.9977e-08 Epoch 810/1000 1/1 [==============================] - 0s 8ms/step - loss: 5.9254e-08 Epoch 811/1000 1/1 [==============================] - 0s 5ms/step - loss: 5.8553e-08 Epoch 812/1000 1/1 [==============================] - 0s 8ms/step - loss: 5.7850e-08 Epoch 813/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.7166e-08 Epoch 814/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.6488e-08 Epoch 815/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.5806e-08 Epoch 816/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.5163e-08 Epoch 817/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.4499e-08 Epoch 818/1000 1/1 [==============================] - 0s 5ms/step - loss: 5.3847e-08 Epoch 819/1000 1/1 [==============================] - 0s 7ms/step - loss: 5.3207e-08 Epoch 820/1000 1/1 [==============================] - 0s 4ms/step - loss: 5.2574e-08 Epoch 821/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.1953e-08 Epoch 822/1000 1/1 [==============================] - 0s 4ms/step - loss: 5.1343e-08 Epoch 823/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.0713e-08 Epoch 824/1000 1/1 [==============================] - 0s 6ms/step - loss: 5.0119e-08 Epoch 825/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.9521e-08 Epoch 826/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.8930e-08 Epoch 827/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.8350e-08 Epoch 828/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.7785e-08 Epoch 829/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.7210e-08 Epoch 830/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.6647e-08 Epoch 831/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.6107e-08 Epoch 832/1000 1/1 [==============================] - 0s 6ms/step - loss: 4.5553e-08 Epoch 833/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.5010e-08 Epoch 834/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.4467e-08 Epoch 835/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.3933e-08 Epoch 836/1000 1/1 [==============================] - 0s 9ms/step - loss: 4.3417e-08 Epoch 837/1000 1/1 [==============================] - 0s 8ms/step - loss: 4.2895e-08 Epoch 838/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.2385e-08 Epoch 839/1000 1/1 [==============================] - 0s 3ms/step - loss: 4.1882e-08 Epoch 840/1000 1/1 [==============================] - 0s 5ms/step - loss: 4.1387e-08 Epoch 841/1000 1/1 [==============================] - 0s 3ms/step - loss: 4.0905e-08 Epoch 842/1000 1/1 [==============================] - 0s 7ms/step - loss: 4.0420e-08 Epoch 843/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.9933e-08 Epoch 844/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.9469e-08 Epoch 845/1000 1/1 [==============================] - 0s 7ms/step - loss: 3.8987e-08 Epoch 846/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.8532e-08 Epoch 847/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.8080e-08 Epoch 848/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.7625e-08 Epoch 849/1000 1/1 [==============================] - 0s 8ms/step - loss: 3.7167e-08 Epoch 850/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.6732e-08 Epoch 851/1000 1/1 [==============================] - 0s 9ms/step - loss: 3.6294e-08 Epoch 852/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.5854e-08 Epoch 853/1000 1/1 [==============================] - 0s 8ms/step - loss: 3.5434e-08 Epoch 854/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.5011e-08 Epoch 855/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.4593e-08 Epoch 856/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.4197e-08 Epoch 857/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.3777e-08 Epoch 858/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.3381e-08 Epoch 859/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.2988e-08 Epoch 860/1000 1/1 [==============================] - 0s 4ms/step - loss: 3.2593e-08 Epoch 861/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.2208e-08 Epoch 862/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.1830e-08 Epoch 863/1000 1/1 [==============================] - 0s 4ms/step - loss: 3.1438e-08 Epoch 864/1000 1/1 [==============================] - 0s 5ms/step - loss: 3.1073e-08 Epoch 865/1000 1/1 [==============================] - 0s 8ms/step - loss: 3.0709e-08 Epoch 866/1000 1/1 [==============================] - 0s 6ms/step - loss: 3.0327e-08 Epoch 867/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.9973e-08 Epoch 868/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.9607e-08 Epoch 869/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.9264e-08 Epoch 870/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.8911e-08 Epoch 871/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.8563e-08 Epoch 872/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.8238e-08 Epoch 873/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.7898e-08 Epoch 874/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.7560e-08 Epoch 875/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.7236e-08 Epoch 876/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.6912e-08 Epoch 877/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.6597e-08 Epoch 878/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.6283e-08 Epoch 879/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.5970e-08 Epoch 880/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.5659e-08 Epoch 881/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.5355e-08 Epoch 882/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.5046e-08 Epoch 883/1000 1/1 [==============================] - 0s 13ms/step - loss: 2.4743e-08 Epoch 884/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.4458e-08 Epoch 885/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.4166e-08 Epoch 886/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.3882e-08 Epoch 887/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.3599e-08 Epoch 888/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.3323e-08 Epoch 889/1000 1/1 [==============================] - 0s 8ms/step - loss: 2.3033e-08 Epoch 890/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.2771e-08 Epoch 891/1000 1/1 [==============================] - 0s 5ms/step - loss: 2.2493e-08 Epoch 892/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.2234e-08 Epoch 893/1000 1/1 [==============================] - 0s 2ms/step - loss: 2.1969e-08 Epoch 894/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.1712e-08 Epoch 895/1000 1/1 [==============================] - 0s 4ms/step - loss: 2.1450e-08 Epoch 896/1000 1/1 [==============================] - 0s 11ms/step - loss: 2.1191e-08 Epoch 897/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.0950e-08 Epoch 898/1000 1/1 [==============================] - 0s 7ms/step - loss: 2.0695e-08 Epoch 899/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.0447e-08 Epoch 900/1000 1/1 [==============================] - 0s 6ms/step - loss: 2.0198e-08 Epoch 901/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.9955e-08 Epoch 902/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.9726e-08 Epoch 903/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.9490e-08 Epoch 904/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.9261e-08 Epoch 905/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.9033e-08 Epoch 906/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.8806e-08 Epoch 907/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.8586e-08 Epoch 908/1000 1/1 [==============================] - 0s 3ms/step - loss: 1.8360e-08 Epoch 909/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.8140e-08 Epoch 910/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.7931e-08 Epoch 911/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.7724e-08 Epoch 912/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.7505e-08 Epoch 913/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.7296e-08 Epoch 914/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.7098e-08 Epoch 915/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.6897e-08 Epoch 916/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.6689e-08 Epoch 917/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.6495e-08 Epoch 918/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.6292e-08 Epoch 919/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.6106e-08 Epoch 920/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.5905e-08 Epoch 921/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.5721e-08 Epoch 922/1000 1/1 [==============================] - 0s 10ms/step - loss: 1.5529e-08 Epoch 923/1000 1/1 [==============================] - 0s 4ms/step - loss: 1.5349e-08 Epoch 924/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.5162e-08 Epoch 925/1000 1/1 [==============================] - 0s 2ms/step - loss: 1.4979e-08 Epoch 926/1000 1/1 [==============================] - 0s 4ms/step - loss: 1.4808e-08 Epoch 927/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.4630e-08 Epoch 928/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.4455e-08 Epoch 929/1000 1/1 [==============================] - 0s 4ms/step - loss: 1.4282e-08 Epoch 930/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.4113e-08 Epoch 931/1000 1/1 [==============================] - 0s 4ms/step - loss: 1.3944e-08 Epoch 932/1000 1/1 [==============================] - 0s 3ms/step - loss: 1.3784e-08 Epoch 933/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.3626e-08 Epoch 934/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.3462e-08 Epoch 935/1000 1/1 [==============================] - 0s 42ms/step - loss: 1.3305e-08 Epoch 936/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.3143e-08 Epoch 937/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.2983e-08 Epoch 938/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.2832e-08 Epoch 939/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.2681e-08 Epoch 940/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.2528e-08 Epoch 941/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.2379e-08 Epoch 942/1000 1/1 [==============================] - 0s 9ms/step - loss: 1.2237e-08 Epoch 943/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.2091e-08 Epoch 944/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.1939e-08 Epoch 945/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.1799e-08 Epoch 946/1000 1/1 [==============================] - 0s 8ms/step - loss: 1.1660e-08 Epoch 947/1000 1/1 [==============================] - 0s 6ms/step - loss: 1.1513e-08 Epoch 948/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.1382e-08 Epoch 949/1000 1/1 [==============================] - 0s 4ms/step - loss: 1.1252e-08 Epoch 950/1000 1/1 [==============================] - 0s 3ms/step - loss: 1.1113e-08 Epoch 951/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.0984e-08 Epoch 952/1000 1/1 [==============================] - 0s 4ms/step - loss: 1.0854e-08 Epoch 953/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.0727e-08 Epoch 954/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.0598e-08 Epoch 955/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.0473e-08 Epoch 956/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.0350e-08 Epoch 957/1000 1/1 [==============================] - 0s 7ms/step - loss: 1.0231e-08 Epoch 958/1000 1/1 [==============================] - 0s 5ms/step - loss: 1.0105e-08 Epoch 959/1000 1/1 [==============================] - 0s 6ms/step - loss: 9.9848e-09 Epoch 960/1000 1/1 [==============================] - 0s 6ms/step - loss: 9.8652e-09 Epoch 961/1000 1/1 [==============================] - 0s 6ms/step - loss: 9.7520e-09 Epoch 962/1000 1/1 [==============================] - 0s 6ms/step - loss: 9.6362e-09 Epoch 963/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.5210e-09 Epoch 964/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.4098e-09 Epoch 965/1000 1/1 [==============================] - 0s 5ms/step - loss: 9.3006e-09 Epoch 966/1000 1/1 [==============================] - 0s 7ms/step - loss: 9.1872e-09 Epoch 967/1000 1/1 [==============================] - 0s 5ms/step - loss: 9.0759e-09 Epoch 968/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.9686e-09 Epoch 969/1000 1/1 [==============================] - 0s 4ms/step - loss: 8.8620e-09 Epoch 970/1000 1/1 [==============================] - 0s 5ms/step - loss: 8.7572e-09 Epoch 971/1000 1/1 [==============================] - 0s 10ms/step - loss: 8.6538e-09 Epoch 972/1000 1/1 [==============================] - 0s 6ms/step - loss: 8.5502e-09 Epoch 973/1000 1/1 [==============================] - 0s 7ms/step - loss: 8.4480e-09 Epoch 974/1000 1/1 [==============================] - 0s 4ms/step - loss: 8.3457e-09 Epoch 975/1000 1/1 [==============================] - 0s 5ms/step - loss: 8.2437e-09 Epoch 976/1000 1/1 [==============================] - 0s 3ms/step - loss: 8.1490e-09 Epoch 977/1000 1/1 [==============================] - 0s 5ms/step - loss: 8.0557e-09 Epoch 978/1000 1/1 [==============================] - 0s 5ms/step - loss: 7.9597e-09 Epoch 979/1000 1/1 [==============================] - 0s 7ms/step - loss: 7.8667e-09 Epoch 980/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.7660e-09 Epoch 981/1000 1/1 [==============================] - 0s 5ms/step - loss: 7.6781e-09 Epoch 982/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.5885e-09 Epoch 983/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.4995e-09 Epoch 984/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.4131e-09 Epoch 985/1000 1/1 [==============================] - 0s 5ms/step - loss: 7.3215e-09 Epoch 986/1000 1/1 [==============================] - 0s 5ms/step - loss: 7.2381e-09 Epoch 987/1000 1/1 [==============================] - 0s 6ms/step - loss: 7.1550e-09 Epoch 988/1000 1/1 [==============================] - 0s 10ms/step - loss: 7.0668e-09 Epoch 989/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.9848e-09 Epoch 990/1000 1/1 [==============================] - 0s 4ms/step - loss: 6.8991e-09 Epoch 991/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.8187e-09 Epoch 992/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.7364e-09 Epoch 993/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.6594e-09 Epoch 994/1000 1/1 [==============================] - 0s 6ms/step - loss: 6.5828e-09 Epoch 995/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.5019e-09 Epoch 996/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.4216e-09 Epoch 997/1000 1/1 [==============================] - 0s 8ms/step - loss: 6.3471e-09 Epoch 998/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.2707e-09 Epoch 999/1000 1/1 [==============================] - 0s 5ms/step - loss: 6.1987e-09 Epoch 1000/1000 1/1 [==============================] - 0s 7ms/step - loss: 6.1238e-09
<keras.callbacks.History at 0x1c870264fa0>
Now let's predict the price for 7 bedrooms
new_y = 7.0
prediction = model.predict([new_y])[0]
print(prediction)
[4.000196]